{"id":"W2950616689","doi":"10.1016/j.carbpol.2019.114977","title":"Stretchable, tough, self-recoverable, and cytocompatible chitosan/cellulose nanocrystals/polyacrylamide hybrid hydrogels","year":2019,"lang":"en","type":"article","venue":"Carbohydrate Polymers","topic":"Hydrogels: synthesis, properties, applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":66,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University; University of Alberta","funders":"Alberta Innovates Bio Solutions; China Scholarship Council; Natural Sciences and Engineering Research Council of Canada; Alberta Crop Industry Development Fund","keywords":"Self-healing hydrogels; Biocompatibility; Chitosan; Materials science; Carboxymethyl cellulose; Ultimate tensile strength; Composite material; Cellulose; Compressive strength; Methyl cellulose; Polyacrylamide; Adsorption; Chemical engineering; Nanotechnology; Polymer chemistry; Chemistry; Organic chemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001640016,0.0004697272,0.000429716,0.0001393504,0.0001680966,0.0001049438,0.0004218067,0.0002157333,0.0001665382],"category_scores_gemma":[0.00003094887,0.0004721122,0.0001675695,0.0002486186,0.00015948,0.00002902229,0.0002602185,0.0001915135,0.000118271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004216836,"about_ca_system_score_gemma":0.0002005097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003539503,"about_ca_topic_score_gemma":0.00002362784,"domain_scores_codex":[0.9974967,0.0001260752,0.0004642344,0.0009468136,0.0002546253,0.0007115096],"domain_scores_gemma":[0.9984155,0.00003269422,0.0002021227,0.001003092,0.0000460376,0.0003006069],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00004993613,0.00009174299,0.001865586,0.00005795857,0.0001986399,0.000005250945,0.0001090522,0.000131171,0.9947551,0.00007348505,0.0002963524,0.002365648],"study_design_scores_gemma":[0.0006927956,0.0001966317,0.0001924742,0.00003183179,0.00007491262,0.00002943715,0.0001145863,0.001516015,0.9781173,0.00006548695,0.01835679,0.0006117189],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9858148,0.003695365,0.0001320337,0.0002322518,0.0002361046,0.0009423617,0.00009498852,0.0001153613,0.008736701],"genre_scores_gemma":[0.9960261,0.000482461,0.0005020651,0.0004312157,0.0001902856,0.0002190488,0.0001818465,0.0001116554,0.001855318],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01806043,"threshold_uncertainty_score":0.9997731,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007234189320372425,"score_gpt":0.2094386484855293,"score_spread":0.2022044591651569,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}